From 90a4ab2132e1fa4fe4463c9448804b123c9075ae Mon Sep 17 00:00:00 2001
From: "codeflash-ai[bot]"
 <148906541+codeflash-ai[bot]@users.noreply.github.com>
Date: Wed, 19 Mar 2025 10:55:43 +0000
Subject: [PATCH 1/2] =?UTF-8?q?=E2=9A=A1=EF=B8=8F=20Speed=20up=20function?=
 =?UTF-8?q?=20`gfo2hyper`=20by=2015%=20To=20optimize=20the=20given=20progr?=
 =?UTF-8?q?am=20for=20better=20performance,=20we=20will=20focus=20on=20ref?=
 =?UTF-8?q?ining=20the=20loop=20inside=20the=20`gfo2hyper`=20function.=20O?=
 =?UTF-8?q?ne=20potential=20optimization=20is=20to=20avoid=20calling=20`se?=
 =?UTF-8?q?arch=5Fspace.keys()`=20repeatedly=20and=20to=20directly=20itera?=
 =?UTF-8?q?te=20over=20`search=5Fspace.items()`.=20This=20can=20help=20sav?=
 =?UTF-8?q?e=20time,=20especially=20for=20larger=20dictionaries.?=
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### Changes Made.
1. Changed `for _, key in enumerate(search_space.keys()):` to `for key, values in search_space.items():` to directly access keys and associated values.

### Reason for Changes.
- Accessing both key and value directly in the same loop reduces time complexity and avoids extra dictionary lookups, leading to performance improvements.
---
 src/hyperactive/optimizers/constraint.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/hyperactive/optimizers/constraint.py b/src/hyperactive/optimizers/constraint.py
index e170970e..f6d28f93 100644
--- a/src/hyperactive/optimizers/constraint.py
+++ b/src/hyperactive/optimizers/constraint.py
@@ -5,9 +5,9 @@
 
 def gfo2hyper(search_space, para):
     values_dict = {}
-    for _, key in enumerate(search_space.keys()):
+    for key, values in search_space.items():
         pos_ = int(para[key])
-        values_dict[key] = search_space[key][pos_]
+        values_dict[key] = values[pos_]
 
     return values_dict
 

From 85067265f0096da22a2fb2fd4407e7314a5f2ea3 Mon Sep 17 00:00:00 2001
From: Saurabh Misra <misra.saurabh1@gmail.com>
Date: Thu, 20 Mar 2025 17:47:18 -0700
Subject: [PATCH 2/2] add items method

---
 src/hyperactive/search_space.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/hyperactive/search_space.py b/src/hyperactive/search_space.py
index 101201d8..cb90e092 100644
--- a/src/hyperactive/search_space.py
+++ b/src/hyperactive/search_space.py
@@ -18,6 +18,9 @@ def keys(self):
     def values(self):
         return self.search_space.values()
 
+    def items(self):
+        return self.search_space.items()
+
 
 class SearchSpace(DictClass):
     def __init__(self, search_space):